diff --git a/src/circulationfile.ml b/src/circulationfile.ml
index 1eb0fa2..4152f29 100644
--- a/src/circulationfile.ml
+++ b/src/circulationfile.ml
@@ -7,34 +7,41 @@ type path = string
 (* Format of text files:
    % This is a comment
 
-   % A node with its coordinates (which are not used).
-   n 88.8 209.7
-   n 408.9 183.0
+   % define a factory with its id and production rate
+   factory 0 6
 
-   % The first node has id 0, the next is 1, and so on.
+   % define a village with its id and demand
+   village 1 10
 
-   % Edges: e source dest label
-   e 3 1 11
-   e 0 2 8
+   % define a neutral node with its id
+   node 2
+
+   % define a road between 2 nodes using their ids and specifying the max capacity
+   road 0 1 2
 
 *)
 
+(* Source and destination node 
+   We use negative ids to prevent conflicts 
+*)
 let source = (-1)
 let destination = (-2)
 
+(* Reads a factory node, adds it to the graph and creates an arc from the source *)
 let read_factory graph line =
   try Scanf.sscanf line "factory %d %d" (fun id capacity -> new_arc (new_node graph id) source id capacity)
   with e ->
     Printf.printf "Cannot read factory in line - %s:\n%s\n%!" (Printexc.to_string e) line ;
     failwith "from_file"
 
+(* Reads a village node, adds it to the graph and creates an arc to the destination *)
 let read_village graph line =
   try Scanf.sscanf line "village %d %d" (fun id capacity -> new_arc (new_node graph id) id destination capacity)
   with e ->
     Printf.printf "Cannot read village in line - %s:\n%s\n%!" (Printexc.to_string e) line ;
     failwith "from_file"
 
-(* Reads a line with a node. *)
+(* Reads a line with a neutral node and adds it to the graph *)
 let read_node graph line =
   try Scanf.sscanf line "node %d" (fun id -> new_node graph id)
   with e ->
@@ -45,7 +52,7 @@ let read_node graph line =
  * (Necessary because the website we use to create online graphs does not generate correct files when some nodes have been deleted.) *)
 let ensure graph id = if node_exists graph id then graph else new_node graph id
 
-(* Reads a line with an arc. *)
+(* Reads a line with an road and creates and arc between the nodes of the given id and capacity *)
 let read_road graph line =
   try Scanf.sscanf line "road %d %d %d"
         (fun id1 id2 capacity -> new_arc (ensure (ensure graph id1) id2) id1 id2 capacity)
@@ -61,7 +68,6 @@ let read_comment graph line =
     failwith "from_file"
 
 let circulation_from_file path =
-
   let infile = open_in path in
   (* create source and destination *)
   let initial_graph = new_node (new_node empty_graph source) destination in
@@ -89,10 +95,8 @@ let circulation_from_file path =
           | _ -> read_comment graph line
       in      
       loop graph2
-
     with End_of_file -> graph (* Done *)
   in
-
   let final_graph = loop initial_graph in
 
   close_in infile ;
diff --git a/src/ffalgo.ml b/src/ffalgo.ml
index 0c5cb69..5b89a78 100644
--- a/src/ffalgo.ml
+++ b/src/ffalgo.ml
@@ -25,16 +25,17 @@ type flow = {
 
 type path = (id * id) list
 
-
+(* Converts an int graph to a flow graph with the current capacity at 0 for each arc *)
 (* int graph -> flow graph *)
 let initialize_graph gr = gmap gr (fun c -> { current = 0; capacity = c })
 
+(* adds an arc to the graph only if the value is different from 0 *)
 (* int graph -> int -> int -> int -> int graph *)
 let add_res_arc gr origin destination value = match value with
   | 0 -> gr
   | _ -> add_arc gr origin destination value
 
-
+(* Builds a residual graph from a flow graph *)
 (* flow graph -> int graph *)
 let build_res_graph gr = let gr_res = clone_nodes gr in
   e_fold gr (fun g origin destination fl ->
@@ -44,6 +45,7 @@ let build_res_graph gr = let gr_res = clone_nodes gr in
       add_res_arc new_g destination origin backward )
     gr_res
 
+(* Converts the predecessors Map to a path from origin to destination. An empty list is returned when no path is found *)
 (* Int_map -> id -> id -> path *)
 let predecessors_to_path predecessors origin destination =
   let rec loop o d acu = if o = d then
@@ -57,6 +59,7 @@ let predecessors_to_path predecessors origin destination =
   in
   loop origin destination []
 
+(* finds a path from the origin to the destination in the network graph *)
 (* int network -> path *)
 let find_path res_network = let queue = Queue.create () in
   let () = Queue.add res_network.origin queue in
@@ -81,7 +84,7 @@ let find_path res_network = let queue = Queue.create () in
   in 
   find_path_rec queue visited Int_map.empty
 
-
+(* Finds the minimum capacity on the path in the given graph *)
 (* int graph -> path -> int *)
 let find_min gr path = List.fold_left (fun current_min (s, d) -> 
     let current = find_arc gr s d in
@@ -90,6 +93,7 @@ let find_min gr path = List.fold_left (fun current_min (s, d) ->
     | Some x -> min x current_min)
     max_int path 
 
+(* Apply the given augmentation or reduction along the path on the flow graph *)
 (* flow graph -> path -> int -> flow graph *)
 let apply_path gr path aug = List.fold_left (fun new_gr (s, d) -> 
     match find_arc new_gr s d with
@@ -99,10 +103,12 @@ let apply_path gr path aug = List.fold_left (fun new_gr (s, d) ->
     | Some x -> new_arc new_gr s d {current = x.current + aug; capacity = x.capacity})
     gr path
 
+(* Gets the max flow from the graph *)
 (* flow network -> int *)
 let get_max_flow flow_network = let arcs = out_arcs flow_network.graph flow_network.origin in
   List.fold_left (fun current (dest, flow) -> current + flow.current ) 0 arcs
 
+(* Runs the ff algorithm on the given network *)
 (* int network -> flow network *)
 let run_ff network = let flow_graph = initialize_graph network.graph in
   let rec loop fl =